English

Algorithmic Ethics: Formalization and Verification of Autonomous Vehicle Obligations

Artificial Intelligence 2021-05-07 v1

Abstract

We develop a formal framework for automatic reasoning about the obligations of autonomous cyber-physical systems, including their social and ethical obligations. Obligations, permissions and prohibitions are distinct from a system's mission, and are a necessary part of specifying advanced, adaptive AI-equipped systems. They need a dedicated deontic logic of obligations to formalize them. Most existing deontic logics lack corresponding algorithms and system models that permit automatic verification. We demonstrate how a particular deontic logic, Dominance Act Utilitarianism (DAU), is a suitable starting point for formalizing the obligations of autonomous systems like self-driving cars. We demonstrate its usefulness by formalizing a subset of Responsibility-Sensitive Safety (RSS) in DAU; RSS is an industrial proposal for how self-driving cars should and should not behave in traffic. We show that certain logical consequences of RSS are undesirable, indicating a need to further refine the proposal. We also demonstrate how obligations can change over time, which is necessary for long-term autonomy. We then demonstrate a model-checking algorithm for DAU formulas on weighted transition systems, and illustrate it by model-checking obligations of a self-driving car controller from the literature.

Keywords

Cite

@article{arxiv.2105.02851,
  title  = {Algorithmic Ethics: Formalization and Verification of Autonomous Vehicle Obligations},
  author = {Colin Shea-Blymyer and Houssam Abbas},
  journal= {arXiv preprint arXiv:2105.02851},
  year   = {2021}
}

Comments

To be published in ACT Transactions on Cyber-Physical Systems Special Issue on Artificial Intelligence and Cyber-Physical Systems. arXiv admin note: text overlap with arXiv:2009.00738